Home › Code › score

score

Syntologyentry name in harvested coderead from the graph 2026-09-24

score appears in the code Syntology harvested for 54 papers, as 57 distinct code bodies found in 60 places (a place is one code body under one paper). At least one of them ran in 22 of the papers; 1 of the code bodies carries a behaviour fingerprint.

What this page is not. Routines are grouped here by the exact string of their function or class name. Nothing asserts that two samples named score do the same thing, share code, or are comparable; the name is a string, not an identity. Behaviour outputs (what a fingerprinted sample returned on the shared battery) are not in this export and are not shown here; the graph at syntology.ai holds them. "Ran" means executed on a synthesized fixture, not that the code is correct or reproduces a paper.

Samples Syntology

Syntology ran 22 of the 57 distinct code bodies named score; 35 are unverified. One tile per status, in the site's fixed vocabulary, each code body counted once:

5ran · honoured contract
0ran · violated contract
3ran · our draft was wrong
3ran · fixture could not drive it
11ran
35unverified
1fingerprinted

Licence is a property of each copy, so it is counted per place: 23 of the 60 places are pointer only (Syntology does not serve that copy's text). This site shows no code text for any sample; every row below links to the file in its repository where the record names one.

“Ran” means the sample executed on a synthesized input; it does not mean the output is correct. “Honoured” and “violated” refer to a contract Syntology drafted from the code itself; “our draft was wrong” and “fixture could not drive it” are failures of Syntology's instrument, not of the code, and those samples did run. The ran count above is every status except unverified, the same rule as each paper page.

Papers

54 papers shown of 54, newest first; 60 places in the table. A paper with no recorded date is placed by the month its arXiv id encodes, shown in the Date column as YYYY-MM (from id). One row per place: a paper whose repository defines the name more than once appears more than once, and the same code body held for several papers appears once under each, with the same status. Titles and dates are the archive's archive 2025-07-28 for papers in the archive, and the graph's for 10 papers added by Syntology; 4 papers have no page here and are shown by arXiv id only. Status and fingerprint are Syntology's record of each code body; licence is recorded for each place. The File cell ends with the code body's code_sha256, Syntology's identity for that exact code: an agent fetches the stored sample with Syntology's MCP tool get_code(code_sha256="…") (how to connect); click an identity to copy that call.

PaperDateFileStatus SyntologyLicence
The MODA General Attribute Suite: A Four-Track Evaluation Benchmark for Fashion Attribute Extraction added by Syntology 2026-09 (from id) hopit-ai/Moda_ner/suite/text/score.py 7d080e2859a10e18 unverified MIT (permissive)
REVES: REvision and VErification-Augmented Training for Test-Time Scaling added by Syntology 2026-06 (from id) yxliu02/REVES/evaluator/eval_travelplanner.py 2dddcb48090ef99f ran no licence file found · pointer only
PAC-Chernoff Bounds: Understanding Generalization in the Interpolation Regime added by Syntology 2026-06 (from id) Ludvins/FixedMeanGaussianProcesses/bayesipy/utils/metrics.py 9110c7d87661f572 ran no licence file found · pointer only
ChipMATE: Multi-Agent Training via Reinforcement Learning for Enhanced RTL Generation added by Syntology 2026-05 (from id) zhongkaiyu/ChipMATE/paper_repro/chipbench/chipbench_score.py dd0f65afa280200f ran licence not identified · pointer only
ChipMATE: Multi-Agent Training via Reinforcement Learning for Enhanced RTL Generation added by Syntology 2026-05 (from id) zhongkaiyu/ChipMATE/paper_repro/chipbench/chipbench_framework.py c6869481cba9dde6 unverified licence not identified · pointer only
ChipMATE: Multi-Agent Training via Reinforcement Learning for Enhanced RTL Generation added by Syntology 2026-05 (from id) zhongkaiyu/ChipMATE/paper_repro/rtllm/rtllm_framework.py a222280252a2db47 unverified licence not identified · pointer only
Adaptive AI Task Partitioning and Safe Offloading in Heterogeneous Edge-Cloud Continuum Akuen Akoi Deng ⋆[0009-0007-6228-3340] , Eimantas Butkus ⋆[0009-0001-5647-0779] , Alfreds Lapkovskis [0009-0003-4424-949X] , and added by Syntology 2026-05 (from id) Akuien/DNN-partitioning-and-Oflloading-framework-REAP/adaptive-framework/split_infer.py 72847bdb72a3845e ran · honoured contract MIT (permissive)
A Multi-View Media Profiling Suite: Resources, Evaluation, and Analysis added by Syntology 2026-05 (from id) codelucas/newspaper/newspaper/nlp.py 491f58b8741fe8d7 unverified MIT (permissive)
Medical Reasoning with Large Language Models: A Survey and MR-Bench added by Syntology 2026-04 (from id) RXH04-USTC/Medical-Reasoning-Survey/src_eval/scorer.py abe344037ab0d857 ran · our draft was wrong licence not identified · pointer only
EverMemOS: A Self-Organizing Memory Operating System for Structured Long-Horizon Reasoning added by Syntology 2026-01 (from id) EverMind-AI/EverMemOS/benchmarks/metrics/core.py 0fcb7854e27f1cad unverified Apache-2.0 (permissive)
EverMemOS: A Self-Organizing Memory Operating System for Structured Long-Horizon Reasoning added by Syntology 2026-01 (from id) EverMind-AI/EverMemOS/benchmarks/metrics/ir.py f05168abaac86222 unverified Apache-2.0 (permissive)
TROVE: Discovering Error-Inducing Static Feature Biases in Temporal Vision-Language Models added by Syntology 2025-12 (from id) Stanford-AIMI/TRoVe/src/trove/score.py 10b39a57b20324c8 unverified MIT (permissive)
REALM: Recursive Relevance Modeling for LLM-based Document Re-Ranking * added by Syntology 2025-08 (from id) Joeyw02/REALM/src/algorithm.py 051a1bed8cba2a19 unverified no licence file found · pointer only
arXiv:2507.00322 2025-07 (from id) EleutherAI/pythia/predictable-memorization/eval_memorization.py 81bc28dc8aceb9c2 ran · fixture could not drive it Apache-2.0 (permissive)
LongWriter-Zero: Mastering Ultra-Long Text Generation via Reinforcement Learning 23 Jun 2025 thudm/longwriter/evaluation/eval_length.py 653c358686bbb406 unverified Apache-2.0 (permissive)
CausalDynamics: A large-scale benchmark for structural discovery of dynamical causal models 22 May 2025 kausable/CausalDynamics/src/causaldynamics/score.py fe027f1e8d858d64 unverified MIT (permissive)
Deep Koopman operator framework for causal discovery in nonlinear dynamical systems 20 May 2025 juannat7/kausal/kausal/utils.py f1286fc26e8a683a unverified MIT (permissive)
Evaluating the Goal-Directedness of Large Language Models 16 Apr 2025 Crista23/goal_directedness_llms/tasks/full_task.py bb22736701cd8662 unverified Apache-2.0 (permissive)
Correlation and Navigation in the Vocabulary Key Representation Space of Language Models 3 Oct 2024 KomeijiForce/KeyNavi/zerogen.py 19516e6551d27215 unverified no licence file found · pointer only
Evidence Is All You Need: Ordering Imaging Studies via Language Model Alignment with the ACR Appropriateness Criteria 27 Sep 2024 michael-s-yao/radGPT/radgpt/utils.py f69f9d0af8972175 ran MIT (permissive)
Textualized and Feature-based Models for Compound Multimodal Emotion Recognition in the Wild 17 Jul 2024 nicolas-richet/feature-vs-text-compound-emotion/model.py fc5685919b105cb5 ran no licence file found · pointer only
Shape Arithmetic Expressions: Advancing Scientific Discovery Beyond Closed-Form Equations 15 Apr 2024 krzysztof-kacprzyk/shares/experiments/benchmarks.py cb821c0bc00a2598 ran no licence file found · pointer only
Satellite Imagery and AI: A New Era in Ocean Conservation, from Research to Deployment and Impact 6 Dec 2023 allenai/vessel-detection-sentinels/src/training/metric.py eb4e28dc5f3a8176 ran Apache-2.0 (permissive)
Fast and Accurate Factual Inconsistency Detection Over Long Documents 19 Oct 2023 asappresearch/scale-score/scale_score/scorer.py 0d59d2ed3cc16146 unverified no licence file found · pointer only
Identifying and Adapting Transformer-Components Responsible for Gender Bias in an English Language Model 19 Oct 2023 iabhijith/bias-causal-analysis/evaluation/blimp.py e7c03f0573dfb130 unverified no licence file found · pointer only
Fine-Tuning LLaMA for Multi-Stage Text Retrieval 12 Oct 2023 texttron/tevatron/src/tevatron/eval/metrics.py 5eb05d1d51ec1fa5 ran Apache-2.0 (permissive)
Entropy-MCMC: Sampling from Flat Basins with Ease 9 Oct 2023 lblaoke/emcmc/metric.py 76887d631d72b05f unverified no licence file found · pointer only
StoryBench: A Multifaceted Benchmark for Continuous Story Visualization 22 Aug 2023 google/storybench/metrics/vtm_clip.py b482b6a0ac227ae9 ran fingerprinted Apache-2.0 (permissive)
EduChat: A Large-Scale Language Model-based Chatbot System for Intelligent Education 5 Aug 2023 icalk-nlp/educhat/demo/score_utils.py 097528b8a72d71a7 ran no licence file found · pointer only
Improving Retrieval-Augmented Large Language Models via Data Importance Learning 6 Jul 2023 amsterdata/ragbooster/python/ragbooster/core.py cfd204a25911c17c unverified Apache-2.0 (permissive)
Emergent and Predictable Memorization in Large Language Models 21 Apr 2023 eleutherai/pythia/predictable-memorization/eval_memorization.py 81bc28dc8aceb9c2 ran · fixture could not drive it Apache-2.0 (permissive)
Trustworthy Social Bias Measurement 20 Dec 2022 rishibommasani/biasmeasures/convergent_validity.py 0569862de44357f1 unverified MIT (permissive)
Generative Language Models for Paragraph-Level Question Generation 8 Oct 2022 asahi417/lm-question-generation/lmqg/automatic_evaluation_tool/bert_score/score.py a57915bf6208b453 ran · honoured contract MIT (permissive)
Embarrassingly Easy Document-Level MT Metrics: How to Convert Any Pretrained Metric Into a Document-Level Metric 27 Sep 2022 amazon-science/doc-mt-metrics/bert_score/bert_score/score.py efd9b25cfcd27f97 unverified Apache-2.0 (permissive)
Recovering Private Text in Federated Learning of Language Models 17 May 2022 princeton-sysml/film/reorder.py b902d2253e571934 unverified CC0-1.0 (permissive)
On the Evaluation Metrics for Paraphrase Generation 17 Feb 2022 shadowkiller33/parascore/bert_score/score.py 8f1719ca230ca245 unverified Apache-2.0 (permissive)
WaveFake: A Data Set to Facilitate Audio Deepfake Detection 4 Nov 2021 rub-syssec/wavefake/dfadetect/models/gaussian_mixture_model.py 371c6c7eedd45605 unverified MIT (permissive)
Explaining deep learning of galaxy morphology with saliency mapping 2021-10 (from id) prabhbhambra13/xai_bar_lengths/generate_heatmaps.py 296ac592eba01d02 ran · our draft was wrong no licence file found · pointer only
Finding a Balanced Degree of Automation for Summary Evaluation 23 Sep 2021 ZhangShiyue/Lite2-3Pyramid/metric/score.py 56276e9a4bd27b29 ran · fixture could not drive it no licence file found · pointer only
Studying word order through iterative shuffling 10 Sep 2021 malkin1729/ibis/code/ibis.py dea9d346ab79356f unverified no licence file found · pointer only
Pre-train or Annotate? Domain Adaptation with a Constrained Budget 10 Sep 2021 allenai/kb/bin/tacred_scorer.py 9cb44938e773d88b unverified Apache-2.0 (permissive)
Truth Discovery in Sequence Labels from Crowds 9 Sep 2021 nasimisu/truth-discovery-in-sequence-labels-from-crowds/calculations.py 35705fd6f9774602 ran · honoured contract no licence file found · pointer only
BERTTune: Fine-Tuning Neural Machine Translation with BERTScore 4 Jun 2021 ijauregiCMCRC/fairseq-bert-loss/fairseq/bert_score/score.py 0a91572da431f7d0 unverified MIT recorded; this copy not marked cleared · pointer only
When is Memorization of Irrelevant Training Data Necessary for High-Accuracy Learning? 11 Dec 2020 gavinrbrown1/training-data-memorization/attacks.py f80d3b29688c4d7a ran · our draft was wrong no licence file found · pointer only
Automatic Analysis and Influence of Hierarchical Structure on Melody, Rhythm and Harmony in Popular Music 2020-10 (from id) Dsqvival/hierarchical-structure-analysis/preprocessing/key_finding.py e46c2500ec92d4a2 unverified MIT (permissive)
Unsupervised Evaluation of Interactive Dialog with DialoGPT 23 Jun 2020 shikib/fed/fed.py e5b4d588ad5ce486 ran · fixture could not drive it no licence file found · pointer only
AOWS: Adaptive and optimal network width search with latency constraints 21 May 2020 bermanmaxim/AOWS/viterbi.py dfc753382f18458e unverified MIT (permissive)
Exploiting Sentence Order in Document Alignment 30 Apr 2020 facebookresearch/LASER/source/mine_bitexts.py ce7491b4961154f3 ran licence not identified · pointer only
Attention Guided Graph Convolutional Networks for Relation Extraction 18 Jun 2019 Cartus/AGGCN_TACRED/utils/scorer.py 9cb44938e773d88b unverified MIT (permissive)
Attention Guided Graph Convolutional Networks for Relation Extraction 18 Jun 2019 Cartus/AGGCN_TACRED/semeval/utils/scorer.py c4b42e34eb5cc2e9 unverified MIT (permissive)
Understanding and Improving Transformer From a Multi-Particle Dynamic System Point of View 6 Jun 2019 zhuohan123/macaron-net/bert/macaron-scripts/bert/concat_short_sentences.py 43404249e690d259 unverified BSD-3-Clause (permissive)
An Empirical Model of Large-Batch Training 14 Dec 2018 davidandym/task-conflict-in-text-to-text-learners/src/deca_metrics.py e81a8138a9405edf unverified MIT (permissive)
The Natural Language Decathlon: Multitask Learning as Question Answering 20 Jun 2018 salesforce/decaNLP/metrics.py e81a8138a9405edf unverified BSD-3-Clause (permissive)
Kernel Conditional Exponential Family 15 Nov 2017 MichaelArbel/KCEF/KCEF/functions.py 841efea8b489cbff unverified BSD-3-Clause (permissive)
Semantically Conditioned LSTM-based Natural Language Generation for Spoken Dialogue Systems 7 Aug 2015 mrcmoresi/sc-lstm/run_woz3.py faf421c0fe195b81 ran · honoured contract no licence file found · pointer only
Semantically Conditioned LSTM-based Natural Language Generation for Spoken Dialogue Systems 7 Aug 2015 andy194673/nlg-sclstm-multiwoz/run_woz3.py 2d9e4c619f62021f ran · honoured contract MIT (permissive)
arXiv:2024.findings-acl.848 CAS-SIAT-ConsistencyAI/NUMCoT/src/code/experience_first/run_medium.py 205a0d52ead816d9 unverified CC0-1.0 (permissive)
arXiv:2024.findings-acl.848 CAS-SIAT-ConsistencyAI/NUMCoT/src/code/experience_second/run_unit_measurement.py a06a8861b5c1c21e unverified CC0-1.0 (permissive)
arXiv:2023.findings-acl.807 amueller/word_cloud/wordcloud/tokenization.py f23a61928a841fa0 unverified MIT (permissive)
arXiv:2021.findings-emnlp.152 ruidan/IMN-E2E-ABSA/code/evaluation.py c293c9d2e5e4fde1 unverified Apache-2.0 (permissive)

This site shows no code text; each File cell links to the file on GitHub at the repository's current default branch, which may have changed since the harvest. "Pointer only" means Syntology does not serve that copy's text, for one of four reasons: no licence file was found; the licence was not identified; the licence is recorded as permissive but that copy's record is not marked cleared; or the licence is outside the permissive list Syntology serves text under (MIT, Apache-2.0, BSD and similar). Some licences outside that list permit redistribution, such as WTFPL, and GPL-3.0 under its conditions; they are simply not on the list. Hover a licence cell for the reason. Per-sample records for a paper are on its paper page under "Code Syntology ran".

Report a problem or propose a change · a person checks every report against the paper or source before anything changes; decisions are listed on /corrections